DocumentCode
3064644
Title
Linear discriminant analysis of MUAP scalograms
Author
Dobrowolski, Andrzej P. ; Jakubowski, Jacek ; Tomczykiewicz, Kazimierz
Author_Institution
Faculty of Electronics, Military University of Technology, 2 Kaliskiego St., 00-908 Warsaw, Poland
fYear
2008
fDate
20-25 Aug. 2008
Firstpage
1100
Lastpage
1103
Abstract
The paper presents a new approach to the computer aided diagnostic systems for the needs of quantitative electromyography. The approach is based on the analysis of wavelet scalograms of the motor unit action potentials calculated on the basis of 4th order Symlet wavelet. The scalograms provide the vector consisting of six features describing the state of a muscle that can be reduced to the two features with use of Linear Discriminant Analysis. Consequently, the healthy, myogenic and neurogenic cases can be successfully classified using the linear methods.
Keywords
Electrodes; Electromyography; Higher order statistics; Linear discriminant analysis; Muscles; Pathology; Shape; Statistical analysis; Vectors; Wavelet analysis; Action Potentials; Adolescent; Adult; Algorithms; Discriminant Analysis; Electromyography; Humans; Linear Models; Male; Muscle, Skeletal; Neuromuscular Junction; Synaptic Transmission; Young Adult;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location
Vancouver, BC
ISSN
1557-170X
Print_ISBN
978-1-4244-1814-5
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/IEMBS.2008.4649352
Filename
4649352
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